🎬 video

ConsisID

Identity-preserving text-to-video generative model based on frequency decomposition

#video generation
#text to video
#Identity maintenance
#frequency decomposition
ConsisID

Product Details

ConsisID is an identity-preserving text-to-video generation model based on frequency decomposition, which generates high-fidelity videos that are consistent with the input text description by using identity control signals in the frequency domain. The model does not require tedious fine-tuning for different cases and is able to maintain the consistency of the identities of the people in the generated videos. The proposal of ConsisID has promoted the development of video generation technology, especially in terms of process without adjustment and frequency-aware identity maintenance control scheme.

Main Features

1
- Tuning-free process: ConsisID provides a generative model that does not require fine-tuning for different cases.
2
- Frequency-aware identity-preserving control: By using identity-preserving signals in the frequency domain, ConsisID is able to generate videos that are consistent with the input text description.
3
- Low-frequency global feature extraction: The model encodes reference images and facial key points through a global face extractor to generate features rich in low-frequency information.
4
- High-frequency detail capture: Design the local face extractor to capture high-frequency details and inject them into the transformer block, enhancing the model's ability to maintain fine-grained features.
5
- Hierarchical training strategy: Convert the pre-trained video generation model into a frequency-based text-to-video model to preserve identity information.
6
- High-quality video generation: ConsisID’s ability to generate high-quality, identity-preserving video drives more efficient text-to-video generation technology.

How to Use

1
1. Visit ConsisID’s official website or GitHub page.
2
2. Download and install the required software dependencies and ConsisID model.
3
3. Prepare or select text descriptions and reference images for generating the video.
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4. Set the necessary parameters and configuration according to the instructions for use of ConsisID.
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5. Run the ConsisID model and enter text description and reference image.
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6. The model will process the input and generate a video consistent with the text description.
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7. Review the resulting video to ensure it meets expected identity preservation and quality standards.
8
8. If necessary, adjust the parameters and regenerate the video until you are satisfied.

Target Users

ConsisID is targeted at researchers and developers in the field of video generation, specifically those interested in generating high-fidelity videos that match text descriptions. The technology can be applied to video content creation, virtual reality, augmented reality, and any scenario where a video that matches a specific text description needs to be generated.

Examples

Generate videos depicting specific character traits for use in movie previews or game character creation.

Generate news broadcast videos based on press releases to improve the efficiency of news production.

Create virtual anchors for live broadcast or online education platforms.

Quick Access

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Categories

🎬 video
› AI model
› video generation

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